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ConceptUpdate Admission Audit Protocol / 更新准入协议

Update Admission Audit Protocol

An auditing framework for evaluating whether policy updates in continual learning systems should be accepted. It simultaneously quantifies learning opportunities missed due to overly conservative rejections, balancing safety with learning efficiency.

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Sep 12

The core contribution of the paper is an update admission auditing protocol, supported by analytical arguments and synthetic experimental evidence.

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